A method and system for generating an audit report is described. Structured data that represents a prior performance of a business process is received at a processor from a staging database configured to receive raw data from a plurality of distinct data sources. Test control functions are selected by the processor from a plurality of predetermined test control functions. The plurality of predetermined test control functions are configured to read structured data from the staging database and to process the structured data to determine whether business processes have been properly performed. The selected one or more test control functions are executed by the processor to determine whether the business process has been properly performed using the received structured data. The audit report is generated by the processor to include the determination by the selected one or more test control functions of whether the business process has been properly performed.

The present application is directed towards systems and methods for identifying and grouping code objects into functional areas with boundaries crossed by entry points. An analysis agent may select a first functional area of a source installation of an application to be transformed to a target installation of the application from a plurality of functional areas of the source installation, each functional area comprising a plurality of associated code objects; and identify a first subset of the plurality of associated code objects of the first functional area having associations only to other code objects of the first functional area, and a second subset of the plurality of associated code objects of the first functional area having associations to code objects in additional functional areas, the second subset comprising entry points of the first functional area.

The present application is directed towards systems and methods for identifying and grouping code objects into functional areas with boundaries crossed by entry points. An analysis agent may select a first functional area of a source installation of an application to be transformed to a target installation of the application from a plurality of functional areas of the source installation, each functional area comprising a plurality of associated code objects; and identify a first subset of the plurality of associated code objects of the first functional area having associations only to other code objects of the first functional area, and a second subset of the plurality of associated code objects of the first functional area having associations to code objects in additional functional areas, the second subset comprising entry points of the first functional area.

A method of producing an intermediate program representation for an executable personalised medicine treatment program, comprising: providing a domain specific language environment comprising a personalised-medicine programming language syntax and a user interface; selecting a medical knowledge database for a medical condition; receiving user input to build, using the personalised-medicine programming language syntax and the medical knowledge database, a treatment package for implementing one or more treatment modalities for the medical condition, the treatment package including: treatment objectives defining terminating conditions of the one or more treatment modalities; safety guardrails for ensuring patient safety; and treatment titration definitions for modulating the one or more treatment modalities; and validating the treatment package to demonstrate that the treatment objectives, safety guardrails and treatment titration definitions will be satisfied during execution of the personalised medicine treatment program.

Using a code transformation tool, a portion of executable code is inserted into existing executable code, the existing executable code comprising an existing constructor of a class, the existing constructor, when executed, instantiating an object of the class. During execution of the existing constructor, execution of the portion is caused to occur, the execution generating a record, the record comprising execution tracing data of the object.

Using a code transformation tool, a portion of executable code is inserted into existing executable code, the existing executable code comprising an existing constructor of a class, the existing constructor, when executed, instantiating an object of the class. During execution of the existing constructor, execution of the portion is caused to occur, the execution generating a record, the record comprising execution tracing data of the object.

Systems and methods for managing a database back end as a service are described. In some aspects, the described systems and methods provide for a cloud-based resource for servicing a request for data from an application to a remote database and/or a service. In some aspects, the described systems and methods provide for a cloud-based application client for requesting data from a remote database and/or a service.

Systems and methods for managing a database back end as a service are described. In some aspects, the described systems and methods provide for a cloud-based resource for servicing a request for data from an application to a remote database and/or a service. In some aspects, the described systems and methods provide for a cloud-based application client for requesting data from a remote database and/or a service.

An example computer implemented method for generating an artificial intelligence (AI) model from a self-creating script coded in a programming language includes receiving an objective for the AI model and obtaining at least first action code corresponding to a first action, where the first action is associated with an action objective similar to the objective. The method further includes generating at least a second action code based on one of the first action code and a specification of the programming language and comparing a first outcome of the first action code and a second outcome of the second action code. The method further includes inserting one of the first action code and the second action code into the self-creating script based on the comparing the first outcome of the first action code and the second outcome of the second action code and executing the self-creating script including the one of the first action code and the second action code to satisfy the objective.

An example computer implemented method for generating an artificial intelligence (AI) model from a self-creating script coded in a programming language includes receiving an objective for the AI model and obtaining at least first action code corresponding to a first action, where the first action is associated with an action objective similar to the objective. The method further includes generating at least a second action code based on one of the first action code and a specification of the programming language and comparing a first outcome of the first action code and a second outcome of the second action code. The method further includes inserting one of the first action code and the second action code into the self-creating script based on the comparing the first outcome of the first action code and the second outcome of the second action code and executing the self-creating script including the one of the first action code and the second action code to satisfy the objective.